{"id":"https://openalex.org/W91907450","doi":"https://doi.org/10.1007/978-3-642-28891-3_22","title":"Learning Markov Models for Stationary System Behaviors","display_name":"Learning Markov Models for Stationary System Behaviors","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W91907450","doi":"https://doi.org/10.1007/978-3-642-28891-3_22","mag":"91907450"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-28891-3_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-28891-3_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://vbn.aau.dk/ws/files/60877153/nfm_sub.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020067516","display_name":"Yingke Chen","orcid":"https://orcid.org/0000-0002-9084-3524"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Yingke Chen","raw_affiliation_strings":["Dept. of Computer Science, Aalborg University, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052650235","display_name":"Hua Mao","orcid":"https://orcid.org/0000-0003-3198-6282"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Hua Mao","raw_affiliation_strings":["Dept. of Computer Science, Aalborg University, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014289413","display_name":"Manfred Jaeger","orcid":"https://orcid.org/0000-0002-5641-8153"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Manfred Jaeger","raw_affiliation_strings":["Dept. of Computer Science, Aalborg University, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080416900","display_name":"Thomas D. Nielsen","orcid":"https://orcid.org/0000-0002-4823-6341"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Thomas Dyhre Nielsen","raw_affiliation_strings":["Dept. of Computer Science, Aalborg University, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069362159","display_name":"Kim G. Larsen","orcid":"https://orcid.org/0000-0002-5953-3384"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Kim Guldstrand Larsen","raw_affiliation_strings":["Dept. of Computer Science, Aalborg University, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005134461","display_name":"Brian Nielsen","orcid":"https://orcid.org/0000-0002-0935-2104"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Brian Nielsen","raw_affiliation_strings":["Dept. of Computer Science, Aalborg University, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I891191580"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"216","last_page":"230"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.863264799118042},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.6889392733573914},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.6210878491401672},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.5157873630523682},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5141584873199463},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4932491183280945},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4905077815055847},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.46868282556533813},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.45227912068367004},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4005315899848938},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3240797519683838},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1546000838279724}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.863264799118042},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.6889392733573914},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.6210878491401672},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.5157873630523682},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5141584873199463},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4932491183280945},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4905077815055847},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.46868282556533813},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45227912068367004},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4005315899848938},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3240797519683838},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1546000838279724},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-642-28891-3_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-28891-3_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pure.atira.dk:publications/f4cf0f4b-fcc7-4c70-acd1-91c9db41c98b","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/f4cf0f4b-fcc7-4c70-acd1-91c9db41c98b","pdf_url":"https://vbn.aau.dk/ws/files/60877153/nfm_sub.pdf","source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Chen, Y, Mao, H, Jaeger, M, Nielsen, T D, Larsen, K G & Nielsen, B 2012, Learning Markov models for stationary system behaviors. in A E Goodloe & S Person (eds), NASA Formal Methods : 4th International Symposium, NFM 2012, Norfolk, VA, USA, April 3-5, 2012. Proceedings. Springer, Lecture Notes in Computer Science, vol. 7226, pp. 216-230, NASA Formal Methods Symposium, Norfolk, United States, 03/04/2011. https://doi.org/10.1007/978-3-642-28891-3_22","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.atira.dk:publications/f4cf0f4b-fcc7-4c70-acd1-91c9db41c98b","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?eid=2-s2.0-84859453785&partnerID=40&md5=21b49a48033a033d307a786c2182c50d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Chen , Y , Mao , H , Jaeger , M , Nielsen , T D , Larsen , K G & Nielsen , B 2012 , Learning Markov models for stationary system behaviors . in A E Goodloe & S Person (eds) , NASA Formal Methods : 4th International Symposium, NFM 2012, Norfolk, VA, USA, April 3-5, 2012. Proceedings . Springer , Lecture Notes in Computer Science , vol. 7226 , pp. 216-230 , NASA Formal Methods Symposium , Norfolk , United States , 03/04/2011 . https://doi.org/10.1007/978-3-642-28891-3_22","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/f4cf0f4b-fcc7-4c70-acd1-91c9db41c98b","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/f4cf0f4b-fcc7-4c70-acd1-91c9db41c98b","pdf_url":"https://vbn.aau.dk/ws/files/60877153/nfm_sub.pdf","source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Chen, Y, Mao, H, Jaeger, M, Nielsen, T D, Larsen, K G & Nielsen, B 2012, Learning Markov models for stationary system behaviors. in A E Goodloe & S Person (eds), NASA Formal Methods : 4th International Symposium, NFM 2012, Norfolk, VA, USA, April 3-5, 2012. Proceedings. Springer, Lecture Notes in Computer Science, vol. 7226, pp. 216-230, NASA Formal Methods Symposium, Norfolk, United States, 03/04/2011. https://doi.org/10.1007/978-3-642-28891-3_22","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.44999998807907104,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W91907450.pdf","grobid_xml":"https://content.openalex.org/works/W91907450.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W52943171","https://openalex.org/W125598877","https://openalex.org/W1486103693","https://openalex.org/W1489725951","https://openalex.org/W1498432697","https://openalex.org/W1511255594","https://openalex.org/W1560643704","https://openalex.org/W1565377632","https://openalex.org/W1603620492","https://openalex.org/W1631091010","https://openalex.org/W1862398452","https://openalex.org/W1938740620","https://openalex.org/W1992996044","https://openalex.org/W1994920552","https://openalex.org/W2054658115","https://openalex.org/W2103396489","https://openalex.org/W2114404258","https://openalex.org/W2168175751","https://openalex.org/W2950142800","https://openalex.org/W2996041333","https://openalex.org/W4234588445","https://openalex.org/W4238064072"],"related_works":["https://openalex.org/W1510894296","https://openalex.org/W2134386692","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2084326697","https://openalex.org/W2194396582","https://openalex.org/W2027903142","https://openalex.org/W2082284720","https://openalex.org/W2116722627"],"abstract_inverted_index":null,"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":5}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}